Xin Zou
Xin Zou has 3 papers in our library, in 2026, most of them on Vision & language, Reasoning, Information retrieval & search; often with Xuming Hu, Yibo Yan, Shuliang Liu.
OpenAlex · ORCID · h-index 1 · 10 works · 4 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 5 times in our library · ⭐ Paper Stars ranking: #11783
Affiliations
Fields, topics and concepts
📚 Shelves 9The field of science this work belongs to (OpenAlex fields).Computer Science · 3 worksComputer Vision and Pattern Recognition · 3 worksInformation Systems · 1 workMathematics · 1 workArts and Humanities · 1 workApplied Mathematics · 1 workComputational Theory and Mathematics · 1 workArtificial Intelligence · 1 workLanguage and Linguistics · 1 work
🧭 Topics 3Research subjects and languages the work is about.Vision & language · 2 worksInformation retrieval & search · 1 workReasoning · 1 work
Works by year
2020s
Papers
- GM-PRM: A Generative Multimodal Process Reward Model for Multimodal Mathematical Reasoning (2026 · 2 citations)
Multimodal LLMs often fail at multi-step math over images because one perception or logic slip in a single step derails the whole solution. - Sculpting the Vector Space: Towards Efficient Multi-Vector Visual Document Retrieval via Prune-then-Merge Framework (2026 · 2 citations)
Multi-vector models for Visual Document Retrieval (VDR), such as those in the ColPali family, represent each page as hundreds or thousands of patch embeddings. - Vision-Language Introspection: Mitigating Overconfident Hallucinations in MLLMs via Interpretable Bi-Causal Steering (2026 · 1 citation)
Multimodal LLMs often describe objects that are not in the image. The authors trace this to models trusting language-based expectations over what the image actually shows. They propose Vision-Language Introspection (VLI), a training-free method applied at inference time.
Co-authors here
Venues
- Annual Meeting of the Association for Computational Linguistics (ACL): ACL 2026
- Workshop on Advances in Language and Vision Research (ALVR): ALVR 2026
- Findings of the Association for Computational Linguistics: Findings of the Association for Computational Linguistics 2026
Cited by
Updated
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